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Highlights in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation. The PAAMS Collection: International Workshops of ... in Computer and Information Science, 1678) PDF

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Alfonso González-Briones · Ana Almeida · Alberto Fernandez · Alia El Bolock · Dalila Durães · Jaume Jordán · Fernando Lopes (Eds.) Communications in Computer and Information Science 1678 Highlights in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation The PAAMS Collection International Workshops of PAAMS 2022 L'Aquila, Italy, July 13–15, 2022 Proceedings Communications in Computer and Information Science 1678 EditorialBoardMembers JoaquimFilipe PolytechnicInstituteofSetúbal,Setúbal,Portugal AshishGhosh IndianStatisticalInstitute,Kolkata,India RaquelOliveiraPrates FederalUniversityofMinasGerais(UFMG),BeloHorizonte,Brazil LizhuZhou TsinghuaUniversity,Beijing,China Moreinformationaboutthisseriesathttps://link.springer.com/bookseries/7899 · · Alfonso González-Briones Ana Almeida · · Alberto Fernandez Alia El Bolock · · Dalila Durães Jaume Jordán Fernando Lopes (Eds.) Highlights in Practical Applications of Agents, Multi-Agent Systems, and Complex Systems Simulation The PAAMS Collection International Workshops of PAAMS 2022 L’Aquila, Italy, July 13–15, 2022 Proceedings Editors AlfonsoGonzález-Briones AnaAlmeida UniversityofSalamanca InstituteofEngineering-PolytechnicofPorto Salamanca,Spain Porto,Portugal AlbertoFernandez AliaElBolock UniversidadReyJuanCarlos GermanInternationalUniversity Madrid,Spain Cairo,Egypt DalilaDurães JaumeJordán UniversityofMinho UniversitatPolitècnicadeValència Braga,Portugal Valencia,Spain FernandoLopes NationalLaboratoryofEnergyandGeology Amadora,Portugal ISSN 1865-0929 ISSN 1865-0937 (electronic) CommunicationsinComputerandInformationScience ISBN 978-3-031-18696-7 ISBN 978-3-031-18697-4 (eBook) https://doi.org/10.1007/978-3-031-18697-4 ©TheEditor(s)(ifapplicable)andTheAuthor(s),underexclusivelicense toSpringerNatureSwitzerlandAG2022 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartofthe material is concerned, specifically the rights of translation, reprinting, reuse of illustrations, recitation, broadcasting, reproduction on microfilms or in any other physical way, and transmission or information storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodologynow knownorhereafterdeveloped. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. Thepublisher,theauthors,andtheeditorsaresafetoassumethattheadviceandinformationinthisbookare believedtobetrueandaccurateatthedateofpublication.Neitherthepublishernortheauthorsortheeditors give a warranty, expressed or implied, with respect to the material contained herein or for any errors or omissionsthatmayhavebeenmade.Thepublisherremainsneutralwithregardtojurisdictionalclaimsin publishedmapsandinstitutionalaffiliations. ThisSpringerimprintispublishedbytheregisteredcompanySpringerNatureSwitzerlandAG Theregisteredcompanyaddressis:Gewerbestrasse11,6330Cham,Switzerland Preface The PAAMS Workshops complemented the regular program with new or emerging trends of particular interest connected to multi-agent systems. PAAMS, the Interna- tionalConferenceonPracticalApplicationsofAgentsandMulti-AgentSystems,isan evolutionoftheInternationalWorkshoponPracticalApplicationsofAgentsandMulti- AgentSystems.PAAMSisaninternationalyearlytribuneforpresenting,discussing,and disseminatingthelatestdevelopmentsandthemostimportantoutcomesrelatedtoreal- worldapplications.Itprovidesauniqueopportunitytobringmulti-disciplinaryexperts, academics,andpractitionerstogethertoexchangetheirexperienceinthedevelopment ofagentsandmulti-agentsystems. This volume presents the papers that were accepted in the workshops during the 2022editionofPAAMS: (cid:129) WorkshoponArtificialIntelligenceforIndustry(AI4Industry) (cid:129) WorkshoponAdaptiveSmartareaSandIntelligentAgents(ASSIA) (cid:129) WorkshoponCharacterComputing(C2) (cid:129) WorkshoponDeepLearningApplications(DeLA) (cid:129) Workshop on Decision Support, Recommendation, and Persuasion in Artificial Intelligence(DeRePAI) (cid:129) Workshop on Multi-agent based Applications for Modern Energy Markets, Smart GridsandFuturePowerSystems(MASGES) EachpapersubmittedtoPAAMSwentthroughastringentpeerreviewbythreemem- bersoftheProgramCommitteeofeachworkshop.Fromthe39submissionsreceived, 25wereselectedforpresentationattheconference. We would like to thank all the contributing authors, the members of the Program Committees,thesponsors(IBM,AEPIA,APPIA,andAIRInstitute)andtheOrganizing Committeefortheirhardandhighlyvaluablework.Wethankthefundingsupportingthe project “XAI: Sistemas inteligentes auto-explicativos creados con modelos de mezcla de expertos” (Id. SA082P20) from the Regional Government of Castilla y León and FEDERfunds. Thanksforyourhelp–PAAMS2022wouldnotexistwithoutyourcontribution. AlfonsoGonzález-Briones AnaAlmeida AlbertoFernandez AliaElBolock DalilaDurães JaumeJordán FernandoLopes Organization GeneralCo-chairs FrankDignum UmeåUniversity,Sweden PhilippeMathieu UniversityofLille,France JuanManuelCorchado UniversityofSalamancaandAIRInstitute,Spain FernandoDelaPrieta UniversityofSalamanca,Spain WorkshopChair AlfonsoGonzálezBriones UniversityofSalamanca,Spain AdvisoryBoard BoAn NanyangTechnologicalUniversity,Singapore PaulDavidsson MalmöUniversity,Sweden KeithDecker UniversityofDelaware,USA YvesDemazeau CentreNationaldelaRechercheScientifique, France TomHolvoet KULeuven,Belgium ToruIshida KyotoUniversity,Japan TakayukiIto NagoyaInstituteofTechnology,Japan EricMatson PurdueUniversity,USA JörgP.Müller ClausthalTechnicalUniversity,Germany MichalPeˇchoucˇek CzechTechnicalUniversityinPrague, CzechRepublic FrancoZambonelli UniversityofModenaandReggioEmilia,Italy OrganizingCommittee JuanM.CorchadoRodríguez UniversityofSalamancaandAIRInstitute,Spain FernandoDelaPrieta UniversityofSalamanca,Spain SaraRodríguezGonzález UniversityofSalamanca,Spain JavierPrietoTejedor UniversityofSalamancaandAIRInstitute,Spain PabloChamosoSantos UniversityofSalamanca,Spain LilianaDurón UniversityofSalamanca,Spain BelénPérezLancho UniversityofSalamanca,Spain AnaBelénGilGonzález UniversityofSalamanca,Spain AnaDeLuisReboredo UniversityofSalamanca,Spain viii Organization AngélicaGonzálezArrieta UniversityofSalamanca,Spain EmilioS.CorchadoRodríguez UniversityofSalamanca,Spain AlfonsoGonzálezBriones UniversityofSalamanca,Spain YerayMezquitaMartín UniversityofSalamanca,Spain BeatrizBellido UniversityofSalamanca,Spain MaríaAlonso UniversityofSalamanca,Spain SergioMárquez UniversityofSalamanca,Spain MartaPlazaHernández UniversityofSalamanca,Spain GuillermoHernándezGonzález UniversityofSalamanca,Spain RicardoS.AlonsoRincón AIRInstitute,Spain RaúlLópez UniversityofSalamanca,Spain SergioAlonso UniversityofSalamanca,Spain AndreaGil UniversityofSalamanca,Spain JavierParra UniversityofSalamanca,Spain LocalOrganizingCommittee PierpaoloVittorini(Co-chair) UniversityofL’Aquila,Italy TaniaDiMascio(Co-chair) UniversityofL’Aquila,Italy FedericaCaruso UniversityofL’Aquila,Italy AnnaMariaAngelone UniversityofL’Aquila,Italy Organization ix PAAMS2022OrganizersandSponsors Contents WorkshoponArtificialIntelligenceforIndustry(AI4Industry) TowardstheApplicationofMulti-AgentTaskAllocationtoHygieneTasks intheFoodProductionIndustry ......................................... 5 AmieOwen,HelenHarman,andElizabethI.Sklar David–ANovelApproachtoanIndustrialRecommenderSystem ........... 17 RuiMarques,ConstantinoMartins,andMaríaN.Moreno-García MultipleDomainSecurityAwarenessforFactoriesoftheFuture ............. 29 SinanWannous, TiagoDias, EvaMaia, IsabelPraça, andAnaRaquelFaria Using an Explainable Machine Learning Approach to Minimize OpportunisticMaintenanceInterventions ................................. 41 AfonsoLourenço, MartaFernandes, AldaCanito, AnaAlmeida, andGoretiMarreiros WorkshoponAdaptiveSmartareaSandIntelligentAgents(ASSIA) ObjectRecognition-DrivenCulturalTravelGuidefortheCoffeeCultural LandscapeofColombia ................................................ 59 SebastiánLópezFlórez, LuisHernandoRíosGonzález, AnaMaríaLópezEcheverry, GuillermoHernández, andFernandodelaPrieta TowardsSemanticModellingoftheEdge-CloudContinuum ................. 71 IvánBernabé,AlbertoFernández,HolgerBillhardt,andSaschaOssowski A Collaborative Approach to Mobile Crowdsourcing Based on Data StreamLearning ...................................................... 83 RalfBruns,JeremiasDötterl,JürgenDunkel,andSaschaOssowski On Balancing Fairness and Efficiency of Task Assignment in Agent Societies ............................................................. 95 KendalCousy,MarinLujak,AlessioSalvatore,AlbertoFernández, andStefanoGiordani PlantDiseaseDetection:AnEdge-AIProposal ............................ 108 C.Marco-Detchart,J.A.Rincon,V.Julian,andC.Carrascosa

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